Why do we need Upsampling and Downsampling in Progressive Growing of Gans
Use of Transposed Convolution can lead to checkerboard artifacts.  So we prefer to up-sample and then apply convolution. You can check this article for more information https://distill.pub/2016/deconv-checkerboard/.